Evaluating thyroid transport protein binding activity and structure–activity relationship of hydroxylated polybrominated diphenyl ethers using three-dimensional quantitative structure–activity relationship models
Polybrominated diphenyl ethers (PBDEs) have become globally significant environmental pollutants because of their persistence, bioaccumulative nature, and potential toxicity. Hydroxylated PBDEs (OH-PBDEs) are environmental thyroid-disrupting chemicals. Their toxicity primarily manifests through competitive binding with thyroid hormone transport proteins, including transthyretin (TTR) and thyroxine-binding globulin (TBG), disrupting the endocrine system. In this study, a three-dimensional quantitative structure–activity relationship (3D-QSAR) model was developed to predict the binding activity of OH-PBDEs. Binding activity data for 14 representative OH-PBDEs (containing 1–6 bromine atoms) against TTR and TBG were selected. 3D-QSAR models were constructed using comparative molecular field analysis (CoMFA) and comparative molecular similarity indices analysis (CoMSIA). For TTR, the CoMFA model exhibited the best predictive capability and robustness, with a cross-validated coefficient of Q2 = 0.611, a fitted correlation coefficient of R2 = 0.999, and a standard error of estimate (SEE) of 0.014. The CoMSIA model for TTR yielded Q2 = 0.502, R2 = 0.999, and SEE = 0.017. For TBG, all models yielded Q2 < 0.5. This indicates insufficient predictive ability and was therefore not used for subsequent prediction. Field contribution analysis identified electrostatic field as the predominant factor governing binding activity (contribution rate: 65.4% in CoMFA). Using the optimal TTR-CoMFA model, the activities of 40 OH-PBDE isomers were predicted. T3 and T4 were used separately as endogenous reference ligands (predicted pIC50 = 7.573 and 7.921, respectively) and were not included in the OH-PBDE ranking. Among the predicted OH-PBDEs, OH-BDE-085 and OH-BDE-154 showed higher activity than T4, whereas OH-BDE-003 and OH-BDE-007 showed lower activity than T3. The remaining OH-PBDEs fell between T3 and T4. These results indicate that, within the range of 1–6 bromine atoms and under specific substitution patterns, increasing bromination generally enhances TTR binding activity. This study provides an efficient computational tool for the rapid screening of high-risk OH-PBDE congeners, establishing a scientific basis for environmental health risk assessment.
- Yi W, Wang X, Song S, et al. Endocrine disrupting and carcinogenic effects of decabromodiphenyl ether. Front Endocrinol (Lausanne). 2023;14:1183815. doi: 10.3389/fendo.2023.1183815
- Abbasi G, Li L, Breivik K. Global historical stocks and emissions of PBDEs. Environ Sci Technol. 2019;53(11):6330-6340. doi: 10.1021/acs.est.8b07032
- Sarkar D, Singh VK, Singh SK. Maternal BDE-209 exposure during lactation perturbs steroidogenesis, germ cell kinetics, and THRα1 expression in the testes of prepubertal mice offspring. Food Chem Toxicol. 2018;122:104-119.
- Yi ZS, Li LC, Ye TW, et al. Qiangji duoxiu erbenmi shengwu huoxing de QSAR yanjiu [QSAR study on bioactivity of hydroxylated polybrominated diphenyl ethers]. J Guilin Univ Technol. 2011;31:430-438. [In Chinese]
- Darnerud PO, Eriksen GS, Johannesson T, et al. Polybrominated diphenyl ethers: occurrence, dietary exposure, and toxicology. Environ Health Perspect. 2001;109(suppl 1):49-68. doi: 10.1289/ehp.01109s149
- Letcher RJ, Bustnes JO, Dietz R, et al. Exposure and effects assessment of persistent organohalogen contaminants in Arctic wildlife and fish. Sci Total Environ. 2010;408(15):2995-3043. doi: 10.1016/j.scitotenv.2009.10.038
- Gabrielsen KM, Krokstad JS, Villanger GD, et al. Thyroid hormones and deiodinase activity in plasma and tissues in relation to high levels of organohalogen contaminants in East Greenland polar bears (Ursus maritimus). Environ Res. 2015;136:413-423. doi: 10.1016/j.envres.2014.09.019
- Dahlberg AK, Chen VL, Larsson K, et al. Hydroxylated and methoxylated polybrominated diphenyl ethers in long-tailed ducks (Clangula hyemalis) and their main food, Baltic blue mussels (Mytilus trossulus × Mytilus edulis). Chemosphere. 2016;144:1475-1483. doi: 10.1016/j.chemosphere.2015.10.012
- Yang QY. Dianxing youji wuranwu de ren ti nei baolu ji jiankang xiaoying yanjiu [Internal exposure and health effects of typical organic pollutants in humans]. Dissertation. Beijing, China: Peking University; 2014. [In Chinese]
- Xian H. Qingzang Gaoyuan nanbu xinxing xiudai zuranji de fenbu tezheng ji chuanshu xingwei yanjiu [Distribution characteristics and transport behavior of novel brominated flame retardants in the southern Tibetan Plateau]. Dissertation. Beijing, China: University of Chinese Academy of Sciences; 2022. [In Chinese]
- Athanasiadou M, Cuadra SN, Marsh G, et al. Polybrominated diphenyl ethers (PBDEs) and bioaccumulative hydroxylated PBDE metabolites in young humans from Managua, Nicaragua. Environ Health Perspect. 2008;116(3):400-408. doi: 10.1289/ehp.10713
- Qin W, Li C, Guo L, et al. Binding and activity of polybrominated diphenyl ether sulfates to thyroid hormone transport proteins and nuclear receptors. Environ Sci Process Impacts. 2019;21(6):950-956. doi: 10.1039/C9EM00095J
- Lindqvist D, Wincent E. Kinetics and toxicity of an environmentally relevant mixture of halogenated organic compounds in zebrafish embryos. Aquat Toxicol. 2022;252:106311. doi: 10.1016/j.aquatox.2022.106311
- Gu C, Cai J, Fan X, et al. Theoretical investigation of AhR binding property with relevant structural requirements for AhR-mediated toxicity of polybrominated diphenyl ethers. Chemosphere. 2020;249:126554. doi: 10.1016/j.chemosphere.2020.126554
- Jing L, Zhang Q. Intrathyroidal feedforward and feedback network regulating thyroid hormone synthesis and secretion. Front Endocrinol (Lausanne). 2022;13:992883. doi: 10.3389/fendo.2022.992883
- Boas M, Feldt-Rasmussen U, Skakkebaek NE, et al. Environmental chemicals and thyroid function. Eur J Endocrinol. 2006;154(5):599-611. doi: 10.1530/eje.1.02128
- Hallgren S, Darnerud PO. Polybrominated diphenyl ethers (PBDEs), polychlorinated biphenyls (PCBs), and chlorinated paraffins (CPs) in rats—testing interactions and mechanisms for thyroid hormone effects. Toxicology. 2002;177(2-3):227-243. doi: 10.1016/S0300-483X(02)00222-6
- Savu L, Vranckx R, Maya M, et al. Thyroxine-binding globulin and thyroxine-binding prealbumin in hypothyroid and hyperthyroid developing rats. Biochim Biophys Acta. 1989;992(3):379-384. doi: 10.1016/0304-4165(89)90100-1
- Liu S, Hu R, Zhan H, You W, Tao J, Jiang L. Study on the biomolecular competitive mechanism of polybrominated diphenyl ethers and their derivatives on thyroid hormones. Molecules. 2023;28(21):7374. doi: 10.3390/molecules28217374
- Yuan XJ, Zhao W, Shi JJ, et al. Jiyu dingliang jiegou-huoxing guanxi yuce ben ji qi yanshengwu de lijie weixie shengming huo jiankang de nongdu [Prediction of immediately dangerous to life or health concentrations for benzene and its derivatives based on quantitative structure-activity relationship]. J Environ Occup Med. 2023;40(9):1033-1038. [In Chinese]. doi: 10.11836/JEOM23032
- Liu JT, Ni JX, Wang X, et al. Lianfangji anji sai qin lei BACE1 yizhiji de 3D-QSAR fenxi yu fenzi duijie yanjiu [3D-QSAR analysis and molecular docking study of biaryl aminothiazine BACE1 inhibitors]. Zhongguo Yao Fang. 2018;29(10):5. [In Chinese]. doi: 10.6039/j.issn.1001-0408.2018.10.10
- Evangelista M, Papa E. A review of quantitative structure–activity relationship (QSAR) models to predict thyroid hormone system disruption by chemical substances. Toxics. 2025;13(9):799. doi: 10.3390/toxics13090799
- Wang FF. Jiazhuangxian jisu shouti tiaojieji de jisuanji fuzhu yanjiu [Computer-aided study of thyroid hormone receptor modulators]. Dissertation. Wuxi, China: Jiangnan University; 2017. [In Chinese]
- Cao J, Lin Y, Guo LH, et al. Structure-based investigation on the binding interaction of hydroxylated polybrominated diphenyl ethers with thyroxine transport proteins. Toxicology. 2010;277(1-3):20-28. doi: 10.1016/j.tox.2010.08.012
- Xu DQ, Zhang M, Zhou L, et al. II xing tuodianmei zai jiazhuangxian jibing zhong de yanjiu jinzhan [Research progress of type II deiodinase in thyroid diseases]. Zhongguo Pu Tong Wai Ke Za Zhi. 2024;33(5):815-821. [In Chinese]. doi: 10.7659/j.issn.1005-6947.2024.05.014
- Cramer RD, Wendt B. Template CoMFA: the 3D-QSAR grail? J Chem Inf Model. 2014;54(2):660-671. doi: 10.1021/ci400696v
- Entezari Heravi Y, Sereshti H, Saboury AA, Ghasemi J, Amirmostofian M, Supuran CT. 3D QSAR studies, pharmacophore modeling, and virtual screening of diarylpyrazole–benzenesulfonamide derivatives as a template to obtain new inhibitors, using human carbonic anhydrase II as a model protein. J Enzyme Inhib Med Chem. 2017;32(1):688-700. doi: 10.1080/14756366.2016.1241781
- Wang JY, Liu XL, Wang HT, et al. Yizhi ren ruxian ai xibao MCF-7 shengzhang de chaertong lei huhewu de sanwei dingliang gou-xiao guanxi yanjiu [Three-dimensional quantitative structure-activity relationship study of chalcone compounds inhibiting the growth of human breast cancer MCF-7 cells]. Zhongguo Yao Fang. 2016;27(34):4787-4790. [In Chinese]. doi: 10.6039/j.issn.1001-0408.2016.34.11
- Austin GI, Pe’er I, Korem T. Distributional bias compromises leave-one-out cross-validation. Sci Adv. 2025;11(48). doi: 10.1126/sciadv.adx6976
- Li JZ. QSAR yanjiu zhong tigao moxing yuce nengli de xin fangfa tantao ji qi zai yaowu huaxue zhong de yingyong [Investigation of new methods to improve the predictive ability of QSAR models and their application in medicinal chemistry]. Dissertation. Lanzhou, China: Lanzhou University; 2009. [In Chinese]
- Jiang GY. Tailei ji qi leitai yaowu de QSAR yanjiu [QSAR studies of peptide and peptidomimetic drugs]. Dissertation. Xi’an, China: Shanxi University of Science and Technology; 2018. [In Chinese]
- Liang F, Mu YS, Li HX, et al. Qiangji duoxiudai erbenmi yu jiazhuangxiansu yunzai danbai xianghu zuoyong de 3D-QSAR yanjiu [3D-QSAR study on interactions between hydroxylated PBDEs and thyroid hormone transport proteins]. Asian J Ecotoxicol. 2017;12:251-260. [In Chinese]. doi: 10.7524/AJE.1673-5897.20161205001
- Lazcano I, Hernández-Puga G, Robles JP, Orozco A. Alternative ligands for thyroid hormone receptors. Mol Cell Endocrinol. 2019;493:110448. doi: 10.1016/j.mce.2019.05.007
- Sheikh IA, Zughaibi TA, Beg MA, Macha MA, Alharthy SA. Role of polybrominated diphenyl ethers in thyroid hormone transport disruption. Indian J Exp Biol. 2025;63(1):18-24. doi: 10.56042/ijeb.v63i01.14435
